Overview
Brought to you by YData
Dataset statistics
| Number of variables | 56 |
|---|---|
| Number of observations | 912 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 48 |
| Duplicate rows (%) | 5.3% |
| Total size in memory | 115.0 KiB |
| Average record size in memory | 129.1 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 3 |
| Boolean | 45 |
Cpu_Cores has constant value "0" | Constant |
| Dataset has 48 (5.3%) duplicate rows | Duplicates |
Company_Apple is highly overall correlated with Gpu_Model and 3 other fields | High correlation |
Company_Huawei is highly overall correlated with Resolution | High correlation |
Company_Microsoft is highly overall correlated with OpSys_Windows 10 S | High correlation |
Company_Samsung is highly overall correlated with Inches | High correlation |
Cpu_Family_Intel is highly overall correlated with Gpu_Family_radeon | High correlation |
Cpu_Frequency is highly overall correlated with Cpu_Series_i3 and 7 other fields | High correlation |
Cpu_Series_i3 is highly overall correlated with Cpu_Frequency | High correlation |
Cpu_Series_i5 is highly overall correlated with Cpu_Frequency and 1 other fields | High correlation |
Cpu_Series_i7 is highly overall correlated with Cpu_Frequency and 2 other fields | High correlation |
Flash_Storage is highly overall correlated with Inches | High correlation |
Gpu_Brand_Intel is highly overall correlated with Cpu_Frequency and 5 other fields | High correlation |
Gpu_Brand_NVIDIA is highly overall correlated with Cpu_Frequency and 6 other fields | High correlation |
Gpu_Family_gtx is highly overall correlated with Cpu_Frequency and 5 other fields | High correlation |
Gpu_Family_hd graphics is highly overall correlated with Cpu_Frequency and 5 other fields | High correlation |
Gpu_Family_iris is highly overall correlated with Resolution | High correlation |
Gpu_Family_radeon is highly overall correlated with Cpu_Family_Intel | High correlation |
Gpu_Model is highly overall correlated with Company_Apple and 1 other fields | High correlation |
Inches is highly overall correlated with Company_Samsung and 9 other fields | High correlation |
Memory_HDD is highly overall correlated with Inches and 2 other fields | High correlation |
Memory_SSD is highly overall correlated with Memory_HDD and 2 other fields | High correlation |
OpSys_Android is highly overall correlated with Inches | High correlation |
OpSys_Mac OS X is highly overall correlated with Company_Apple and 1 other fields | High correlation |
OpSys_Windows 10 S is highly overall correlated with Company_Microsoft | High correlation |
OpSys_macOS is highly overall correlated with Company_Apple and 1 other fields | High correlation |
Ram is highly overall correlated with Cpu_Series_i7 and 2 other fields | High correlation |
Resolution is highly overall correlated with Company_Apple and 5 other fields | High correlation |
TypeName_Gaming is highly overall correlated with Cpu_Frequency and 3 other fields | High correlation |
TypeName_Netbook is highly overall correlated with Inches | High correlation |
TypeName_Notebook is highly overall correlated with Weight | High correlation |
TypeName_Ultrabook is highly overall correlated with Inches and 1 other fields | High correlation |
Weight is highly overall correlated with Gpu_Brand_Intel and 8 other fields | High correlation |
Flash_Storage is highly imbalanced (68.9%) | Imbalance |
Hybrid is highly imbalanced (92.7%) | Imbalance |
Cpu_Family_Intel is highly imbalanced (71.2%) | Imbalance |
Cpu_Series_ryzen 1 is highly imbalanced (96.8%) | Imbalance |
Gpu_Family_iris is highly imbalanced (89.2%) | Imbalance |
Company_Acer is highly imbalanced (58.6%) | Imbalance |
Company_Apple is highly imbalanced (86.6%) | Imbalance |
Company_Chuwi is highly imbalanced (98.8%) | Imbalance |
Company_Fujitsu is highly imbalanced (98.8%) | Imbalance |
Company_Google is highly imbalanced (98.8%) | Imbalance |
Company_Huawei is highly imbalanced (97.7%) | Imbalance |
Company_LG is highly imbalanced (98.8%) | Imbalance |
Company_MSI is highly imbalanced (76.0%) | Imbalance |
Company_Mediacom is highly imbalanced (94.3%) | Imbalance |
Company_Microsoft is highly imbalanced (95.9%) | Imbalance |
Company_Razer is highly imbalanced (95.9%) | Imbalance |
Company_Samsung is highly imbalanced (95.1%) | Imbalance |
Company_Toshiba is highly imbalanced (75.5%) | Imbalance |
Company_Vero is highly imbalanced (98.8%) | Imbalance |
Company_Xiaomi is highly imbalanced (97.7%) | Imbalance |
TypeName_2 in 1 Convertible is highly imbalanced (55.7%) | Imbalance |
TypeName_Netbook is highly imbalanced (86.6%) | Imbalance |
TypeName_Workstation is highly imbalanced (83.6%) | Imbalance |
OpSys_Android is highly imbalanced (97.7%) | Imbalance |
OpSys_Chrome OS is highly imbalanced (86.0%) | Imbalance |
OpSys_Linux is highly imbalanced (71.2%) | Imbalance |
OpSys_Mac OS X is highly imbalanced (94.3%) | Imbalance |
OpSys_No OS is highly imbalanced (71.2%) | Imbalance |
OpSys_Windows 10 S is highly imbalanced (95.1%) | Imbalance |
OpSys_Windows 7 is highly imbalanced (77.5%) | Imbalance |
OpSys_macOS is highly imbalanced (90.6%) | Imbalance |
Memory_SSD has 328 (36.0%) zeros | Zeros |
Memory_HDD has 499 (54.7%) zeros | Zeros |
Gpu_Model has 244 (26.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-29 09:04:11.708889 |
|---|---|
| Analysis finished | 2024-11-29 09:04:23.568832 |
| Duration | 11.86 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
Inches
Real number (ℝ)
High correlation
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.060746 |
| Minimum | 10.1 |
|---|---|
| Maximum | 18.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 10.1 |
|---|---|
| 5-th percentile | 12.5 |
| Q1 | 14 |
| median | 15.6 |
| Q3 | 15.6 |
| 95-th percentile | 17.3 |
| Maximum | 18.4 |
| Range | 8.3 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.412363 |
|---|---|
| Coefficient of variation (CV) | 0.093777759 |
| Kurtosis | 0.051540077 |
| Mean | 15.060746 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.49546511 |
| Sum | 13735.4 |
| Variance | 1.9947691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 15.6 | 481 | |
| 14 | 129 | 14.1% |
| 17.3 | 116 | 12.7% |
| 13.3 | 113 | 12.4% |
| 12.5 | 26 | 2.9% |
| 11.6 | 21 | 2.3% |
| 12 | 4 | 0.4% |
| 13.5 | 4 | 0.4% |
| 15.4 | 3 | 0.3% |
| 13.9 | 3 | 0.3% |
| Other values (7) | 12 | 1.3% |
| Value | Count | Frequency (%) |
| 10.1 | 3 | 0.3% |
| 11.3 | 1 | 0.1% |
| 11.6 | 21 | 2.3% |
| 12 | 4 | 0.4% |
| 12.3 | 2 | 0.2% |
| 12.5 | 26 | 2.9% |
| 13 | 2 | 0.2% |
| 13.3 | 113 | |
| 13.5 | 4 | 0.4% |
| 13.9 | 3 | 0.3% |
| Value | Count | Frequency (%) |
| 18.4 | 1 | 0.1% |
| 17.3 | 116 | 12.7% |
| 17 | 1 | 0.1% |
| 15.6 | 481 | |
| 15.4 | 3 | 0.3% |
| 15 | 2 | 0.2% |
| 14 | 129 | 14.1% |
| 13.9 | 3 | 0.3% |
| 13.5 | 4 | 0.4% |
| 13.3 | 113 | 12.4% |
Ram
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.3574561 |
| Minimum | 2 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 8 |
| Q3 | 8 |
| 95-th percentile | 16 |
| Maximum | 64 |
| Range | 62 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 5.1086407 |
|---|---|
| Coefficient of variation (CV) | 0.61126743 |
| Kurtosis | 19.188219 |
| Mean | 8.3574561 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.9613873 |
| Sum | 7622 |
| Variance | 26.09821 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 8 | 428 | |
| 4 | 266 | |
| 16 | 140 | 15.4% |
| 6 | 31 | 3.4% |
| 12 | 20 | 2.2% |
| 2 | 14 | 1.5% |
| 32 | 11 | 1.2% |
| 24 | 1 | 0.1% |
| 64 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 14 | 1.5% |
| 4 | 266 | |
| 6 | 31 | 3.4% |
| 8 | 428 | |
| 12 | 20 | 2.2% |
| 16 | 140 | 15.4% |
| 24 | 1 | 0.1% |
| 32 | 11 | 1.2% |
| 64 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 64 | 1 | 0.1% |
| 32 | 11 | 1.2% |
| 24 | 1 | 0.1% |
| 16 | 140 | 15.4% |
| 12 | 20 | 2.2% |
| 8 | 428 | |
| 6 | 31 | 3.4% |
| 4 | 266 | |
| 2 | 14 | 1.5% |
Weight
Real number (ℝ)
High correlation
| Distinct | 157 |
|---|---|
| Distinct (%) | 17.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0536579 |
| Minimum | 0.69 |
|---|---|
| Maximum | 4.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 0.69 |
|---|---|
| 5-th percentile | 1.1755 |
| Q1 | 1.5575 |
| median | 2.06 |
| Q3 | 2.31 |
| 95-th percentile | 3.2 |
| Maximum | 4.7 |
| Range | 4.01 |
| Interquartile range (IQR) | 0.7525 |
Descriptive statistics
| Standard deviation | 0.65950225 |
|---|---|
| Coefficient of variation (CV) | 0.3211354 |
| Kurtosis | 2.4836035 |
| Mean | 2.0536579 |
| Median Absolute Deviation (MAD) | 0.36 |
| Skewness | 1.1244477 |
| Sum | 1872.936 |
| Variance | 0.43494321 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2.2 | 88 | 9.6% |
| 2.1 | 44 | 4.8% |
| 2 | 33 | 3.6% |
| 2.3 | 32 | 3.5% |
| 2.4 | 32 | 3.5% |
| 2.5 | 21 | 2.3% |
| 2.8 | 20 | 2.2% |
| 2.18 | 19 | 2.1% |
| 1.9 | 18 | 2.0% |
| 2.04 | 16 | 1.8% |
| Other values (147) | 589 |
| Value | Count | Frequency (%) |
| 0.69 | 3 | 0.3% |
| 0.81 | 1 | 0.1% |
| 0.92 | 4 | 0.4% |
| 0.97 | 1 | 0.1% |
| 0.99 | 1 | 0.1% |
| 1.05 | 7 | |
| 1.08 | 1 | 0.1% |
| 1.09 | 2 | 0.2% |
| 1.1 | 11 | |
| 1.11 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 4.7 | 1 | 0.1% |
| 4.6 | 2 | 0.2% |
| 4.5 | 1 | 0.1% |
| 4.42 | 7 | |
| 4.4 | 1 | 0.1% |
| 4.36 | 4 | |
| 4.3 | 2 | 0.2% |
| 4.2 | 2 | 0.2% |
| 4.14 | 3 | |
| 4 | 1 | 0.1% |
Resolution
Real number (ℝ)
High correlation
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2157365.5 |
| Minimum | 1049088 |
|---|---|
| Maximum | 8294400 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 1049088 |
|---|---|
| 5-th percentile | 1049088 |
| Q1 | 1440000 |
| median | 2073600 |
| Q3 | 2073600 |
| 95-th percentile | 5760000 |
| Maximum | 8294400 |
| Range | 7245312 |
| Interquartile range (IQR) | 633600 |
Descriptive statistics
| Standard deviation | 1386116.9 |
|---|---|
| Coefficient of variation (CV) | 0.64250445 |
| Kurtosis | 10.5671 |
| Mean | 2157365.5 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.1183818 |
| Sum | 1.9675173 × 109 |
| Variance | 1.9213201 × 1012 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2073600 | 581 | |
| 1049088 | 224 | 24.6% |
| 8294400 | 29 | 3.2% |
| 5760000 | 20 | 2.2% |
| 3686400 | 15 | 1.6% |
| 1440000 | 15 | 1.6% |
| 4096000 | 6 | 0.7% |
| 3317760 | 4 | 0.4% |
| 3393024 | 4 | 0.4% |
| 2304000 | 4 | 0.4% |
| Other values (5) | 10 | 1.1% |
| Value | Count | Frequency (%) |
| 1049088 | 224 | 24.6% |
| 1296000 | 3 | 0.3% |
| 1440000 | 15 | 1.6% |
| 2073600 | 581 | |
| 2304000 | 4 | 0.4% |
| 3110400 | 2 | 0.2% |
| 3317760 | 4 | 0.4% |
| 3393024 | 4 | 0.4% |
| 3686400 | 15 | 1.6% |
| 3840000 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8294400 | 29 | |
| 5760000 | 20 | |
| 5184000 | 3 | 0.3% |
| 4990464 | 1 | 0.1% |
| 4096000 | 6 | 0.7% |
| 3840000 | 1 | 0.1% |
| 3686400 | 15 | |
| 3393024 | 4 | 0.4% |
| 3317760 | 4 | 0.4% |
| 3110400 | 2 | 0.2% |
Memory_SSD
Real number (ℝ)
High correlation Zeros
| Distinct | 11 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.78509 |
| Minimum | 0 |
|---|---|
| Maximum | 1024 |
| Zeros | 328 |
| Zeros (%) | 36.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 210 |
| Q3 | 256 |
| 95-th percentile | 512 |
| Maximum | 1024 |
| Range | 1024 |
| Interquartile range (IQR) | 256 |
Descriptive statistics
| Standard deviation | 189.15069 |
|---|---|
| Coefficient of variation (CV) | 1.0348256 |
| Kurtosis | 3.5810106 |
| Mean | 182.78509 |
| Median Absolute Deviation (MAD) | 82 |
| Skewness | 1.4394479 |
| Sum | 166700 |
| Variance | 35777.982 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 256 | 346 | |
| 0 | 328 | |
| 128 | 119 | 13.0% |
| 512 | 96 | 10.5% |
| 1024 | 12 | 1.3% |
| 32 | 6 | 0.7% |
| 180 | 1 | 0.1% |
| 768 | 1 | 0.1% |
| 64 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 328 | |
| 8 | 1 | 0.1% |
| 32 | 6 | 0.7% |
| 64 | 1 | 0.1% |
| 128 | 119 | 13.0% |
| 180 | 1 | 0.1% |
| 240 | 1 | 0.1% |
| 256 | 346 | |
| 512 | 96 | 10.5% |
| 768 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1024 | 12 | 1.3% |
| 768 | 1 | 0.1% |
| 512 | 96 | 10.5% |
| 256 | 346 | |
| 240 | 1 | 0.1% |
| 180 | 1 | 0.1% |
| 128 | 119 | 13.0% |
| 64 | 1 | 0.1% |
| 32 | 6 | 0.7% |
| 8 | 1 | 0.1% |
Memory_HDD
Real number (ℝ)
High correlation Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 437.48684 |
| Minimum | 0 |
|---|---|
| Maximum | 2048 |
| Zeros | 499 |
| Zeros (%) | 54.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1024 |
| 95-th percentile | 1024 |
| Maximum | 2048 |
| Range | 2048 |
| Interquartile range (IQR) | 1024 |
Descriptive statistics
| Standard deviation | 533.51533 |
|---|---|
| Coefficient of variation (CV) | 1.2195003 |
| Kurtosis | -0.16404952 |
| Mean | 437.48684 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8327219 |
| Sum | 398988 |
| Variance | 284638.61 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 1024 | 301 | |
| 500 | 87 | 9.5% |
| 2048 | 23 | 2.5% |
| 128 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 499 | |
| 32 | 1 | 0.1% |
| 128 | 1 | 0.1% |
| 500 | 87 | 9.5% |
| 1024 | 301 | |
| 2048 | 23 | 2.5% |
| Value | Count | Frequency (%) |
| 2048 | 23 | 2.5% |
| 1024 | 301 | |
| 500 | 87 | 9.5% |
| 128 | 1 | 0.1% |
| 32 | 1 | 0.1% |
| 0 | 499 |
Flash_Storage
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.8 KiB |
| 0 | |
|---|---|
| 1 | 51 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 51 | 5.6% |
Hybrid
Categorical
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 51.8 KiB |
| 0 | |
|---|---|
| 1 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 904 | |
| 1 | 8 | 0.9% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 912 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 912 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 912 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 912 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 912 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 912 |
Cpu_Frequency
Real number (ℝ)
High correlation
| Distinct | 24 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3166228 |
| Minimum | 0.9 |
|---|---|
| Maximum | 3.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 0.9 |
|---|---|
| 5-th percentile | 1.2 |
| Q1 | 2 |
| median | 2.5 |
| Q3 | 2.7 |
| 95-th percentile | 2.8 |
| Maximum | 3.6 |
| Range | 2.7 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.50161101 |
|---|---|
| Coefficient of variation (CV) | 0.21652684 |
| Kurtosis | 0.022667009 |
| Mean | 2.3166228 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.83972499 |
| Sum | 2112.76 |
| Variance | 0.25161361 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 2.5 | 213 | |
| 2.8 | 120 | |
| 2.7 | 108 | |
| 1.6 | 85 | 9.3% |
| 2 | 69 | 7.6% |
| 2.3 | 55 | 6.0% |
| 1.8 | 50 | 5.5% |
| 2.6 | 50 | 5.5% |
| 2.4 | 40 | 4.4% |
| 1.1 | 34 | 3.7% |
| Other values (14) | 88 |
| Value | Count | Frequency (%) |
| 0.9 | 3 | 0.3% |
| 1.1 | 34 | 3.7% |
| 1.2 | 12 | 1.3% |
| 1.3 | 5 | 0.5% |
| 1.44 | 6 | 0.7% |
| 1.5 | 6 | 0.7% |
| 1.6 | 85 | |
| 1.8 | 50 | |
| 1.9 | 2 | 0.2% |
| 1.92 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 3.6 | 5 | 0.5% |
| 3.2 | 1 | 0.1% |
| 3.1 | 3 | 0.3% |
| 3 | 16 | 1.8% |
| 2.9 | 17 | 1.9% |
| 2.8 | 120 | |
| 2.7 | 108 | |
| 2.6 | 50 | 5.5% |
| 2.5 | 213 | |
| 2.4 | 40 | 4.4% |
Gpu_Model
Real number (ℝ)
High correlation Zeros
| Distinct | 29 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 512.61513 |
| Minimum | 0 |
|---|---|
| Maximum | 6000 |
| Zeros | 244 |
| Zeros (%) | 26.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 520 |
| Q3 | 620 |
| 95-th percentile | 1060 |
| Maximum | 6000 |
| Range | 6000 |
| Interquartile range (IQR) | 620 |
Descriptive statistics
| Standard deviation | 524.18918 |
|---|---|
| Coefficient of variation (CV) | 1.0225784 |
| Kurtosis | 58.172067 |
| Mean | 512.61513 |
| Median Absolute Deviation (MAD) | 100 |
| Skewness | 5.7990563 |
| Sum | 467505 |
| Variance | 274774.3 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 620 | 240 | |
| 520 | 146 | |
| 1050 | 63 | 6.9% |
| 1060 | 39 | 4.3% |
| 500 | 28 | 3.1% |
| 530 | 27 | 3.0% |
| 400 | 25 | 2.7% |
| 1070 | 24 | 2.6% |
| 515 | 11 | 1.2% |
| Other values (19) | 65 | 7.1% |
| Value | Count | Frequency (%) |
| 0 | 244 | |
| 70 | 1 | 0.1% |
| 400 | 25 | 2.7% |
| 405 | 5 | 0.5% |
| 430 | 1 | 0.1% |
| 500 | 28 | 3.1% |
| 505 | 7 | 0.8% |
| 510 | 3 | 0.3% |
| 515 | 11 | 1.2% |
| 520 | 146 |
| Value | Count | Frequency (%) |
| 6000 | 4 | 0.4% |
| 5300 | 1 | 0.1% |
| 1080 | 3 | 0.3% |
| 1070 | 24 | 2.6% |
| 1060 | 39 | |
| 1050 | 63 | |
| 980 | 2 | 0.2% |
| 960 | 2 | 0.2% |
| 650 | 2 | 0.2% |
| 640 | 8 | 0.9% |
Cpu_Family_Intel
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| True | |
|---|---|
| False | 46 |
| Value | Count | Frequency (%) |
| True | 866 | |
| False | 46 | 5.0% |
Cpu_Series_i3
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 808 | |
| True | 104 | 11.4% |
Cpu_Series_i5
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 617 | |
| True | 295 |
Cpu_Series_i7
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 546 | |
| True | 366 |
Cpu_Series_ryzen 1
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 3 |
| Value | Count | Frequency (%) |
| False | 909 | |
| True | 3 | 0.3% |
Gpu_Brand_Intel
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 498 | |
| False | 414 |
Gpu_Brand_NVIDIA
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 630 | |
| True | 282 |
Gpu_Family_gtx
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 744 | |
| True | 168 | 18.4% |
Gpu_Family_hd graphics
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 484 | |
| False | 428 |
Gpu_Family_iris
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 13 |
| Value | Count | Frequency (%) |
| False | 899 | |
| True | 13 | 1.4% |
Gpu_Family_radeon
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 785 | |
| True | 127 | 13.9% |
Company_Acer
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 76 |
| Value | Count | Frequency (%) |
| False | 836 | |
| True | 76 | 8.3% |
Company_Apple
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 17 |
| Value | Count | Frequency (%) |
| False | 895 | |
| True | 17 | 1.9% |
| Value | Count | Frequency (%) |
| False | 802 | |
| True | 110 | 12.1% |
Company_Chuwi
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 911 | |
| True | 1 | 0.1% |
| Value | Count | Frequency (%) |
| False | 694 | |
| True | 218 | 23.9% |
Company_Fujitsu
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 911 | |
| True | 1 | 0.1% |
Company_Google
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 911 | |
| True | 1 | 0.1% |
| Value | Count | Frequency (%) |
| False | 715 | |
| True | 197 | 21.6% |
Company_Huawei
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 910 | |
| True | 2 | 0.2% |
Company_LG
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 911 | |
| True | 1 | 0.1% |
| Value | Count | Frequency (%) |
| False | 719 | |
| True | 193 | 21.2% |
Company_MSI
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 36 |
| Value | Count | Frequency (%) |
| False | 876 | |
| True | 36 | 3.9% |
Company_Mediacom
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 6 |
| Value | Count | Frequency (%) |
| False | 906 | |
| True | 6 | 0.7% |
Company_Microsoft
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 908 | |
| True | 4 | 0.4% |
Company_Razer
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 4 |
| Value | Count | Frequency (%) |
| False | 908 | |
| True | 4 | 0.4% |
Company_Samsung
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 5 |
| Value | Count | Frequency (%) |
| False | 907 | |
| True | 5 | 0.5% |
Company_Toshiba
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 37 |
| Value | Count | Frequency (%) |
| False | 875 | |
| True | 37 | 4.1% |
Company_Vero
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 1 |
| Value | Count | Frequency (%) |
| False | 911 | |
| True | 1 | 0.1% |
Company_Xiaomi
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 910 | |
| True | 2 | 0.2% |
TypeName_2 in 1 Convertible
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 828 | |
| True | 84 | 9.2% |
TypeName_Gaming
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 769 | |
| True | 143 | 15.7% |
TypeName_Netbook
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 17 |
| Value | Count | Frequency (%) |
| False | 895 | |
| True | 17 | 1.9% |
TypeName_Notebook
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 516 | |
| False | 396 |
TypeName_Ultrabook
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 782 | |
| True | 130 | 14.3% |
TypeName_Workstation
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 22 |
| Value | Count | Frequency (%) |
| False | 890 | |
| True | 22 | 2.4% |
OpSys_Android
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 2 |
| Value | Count | Frequency (%) |
| False | 910 | |
| True | 2 | 0.2% |
OpSys_Chrome OS
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 18 |
| Value | Count | Frequency (%) |
| False | 894 | |
| True | 18 | 2.0% |
OpSys_Linux
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 46 |
| Value | Count | Frequency (%) |
| False | 866 | |
| True | 46 | 5.0% |
OpSys_Mac OS X
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 6 |
| Value | Count | Frequency (%) |
| False | 906 | |
| True | 6 | 0.7% |
OpSys_No OS
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 46 |
| Value | Count | Frequency (%) |
| False | 866 | |
| True | 46 | 5.0% |
OpSys_Windows 10
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 745 | |
| False | 167 | 18.3% |
OpSys_Windows 10 S
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 5 |
| Value | Count | Frequency (%) |
| False | 907 | |
| True | 5 | 0.5% |
OpSys_Windows 7
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 33 |
| Value | Count | Frequency (%) |
| False | 879 | |
| True | 33 | 3.6% |
OpSys_macOS
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.0 KiB |
| False | |
|---|---|
| True | 11 |
| Value | Count | Frequency (%) |
| False | 901 | |
| True | 11 | 1.2% |
Interactions
Correlations
| Company_Acer | Company_Apple | Company_Asus | Company_Chuwi | Company_Dell | Company_Fujitsu | Company_Google | Company_HP | Company_Huawei | Company_LG | Company_Lenovo | Company_MSI | Company_Mediacom | Company_Microsoft | Company_Razer | Company_Samsung | Company_Toshiba | Company_Vero | Company_Xiaomi | Cpu_Family_Intel | Cpu_Frequency | Cpu_Series_i3 | Cpu_Series_i5 | Cpu_Series_i7 | Cpu_Series_ryzen 1 | Flash_Storage | Gpu_Brand_Intel | Gpu_Brand_NVIDIA | Gpu_Family_gtx | Gpu_Family_hd graphics | Gpu_Family_iris | Gpu_Family_radeon | Gpu_Model | Hybrid | Inches | Memory_HDD | Memory_SSD | OpSys_Android | OpSys_Chrome OS | OpSys_Linux | OpSys_Mac OS X | OpSys_No OS | OpSys_Windows 10 | OpSys_Windows 10 S | OpSys_Windows 7 | OpSys_macOS | Ram | Resolution | TypeName_2 in 1 Convertible | TypeName_Gaming | TypeName_Netbook | TypeName_Notebook | TypeName_Ultrabook | TypeName_Workstation | Weight | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Company_Acer | 1.000 | 0.000 | 0.100 | 0.000 | 0.161 | 0.000 | 0.000 | 0.150 | 0.000 | 0.000 | 0.148 | 0.039 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.078 | 0.178 | 0.079 | 0.010 | 0.134 | 0.000 | 0.103 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.072 | 0.000 | 0.171 | 0.061 | 0.170 | 0.000 | 0.197 | 0.135 | 0.000 | 0.051 | 0.059 | 0.000 | 0.034 | 0.000 | 0.079 | 0.168 | 0.000 | 0.074 | 0.084 | 0.111 | 0.064 | 0.010 | 0.089 |
| Company_Apple | 0.000 | 1.000 | 0.020 | 0.000 | 0.059 | 0.000 | 0.000 | 0.053 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.295 | 0.016 | 0.080 | 0.044 | 0.000 | 0.193 | 0.078 | 0.077 | 0.044 | 0.000 | 0.427 | 0.000 | 0.536 | 0.000 | 0.220 | 0.111 | 0.000 | 0.000 | 0.000 | 0.000 | 0.540 | 0.000 | 0.279 | 0.000 | 0.000 | 0.764 | 0.000 | 0.716 | 0.000 | 0.035 | 0.000 | 0.145 | 0.325 | 0.000 | 0.272 |
| Company_Asus | 0.100 | 0.020 | 1.000 | 0.000 | 0.201 | 0.000 | 0.000 | 0.188 | 0.000 | 0.000 | 0.185 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.059 | 0.000 | 0.000 | 0.031 | 0.256 | 0.027 | 0.118 | 0.038 | 0.121 | 0.009 | 0.107 | 0.168 | 0.190 | 0.095 | 0.000 | 0.046 | 0.000 | 0.000 | 0.151 | 0.145 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.053 | 0.000 | 0.133 | 0.027 | 0.000 | 0.194 | 0.000 | 0.102 | 0.000 | 0.034 | 0.141 |
| Company_Chuwi | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.127 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.492 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Company_Dell | 0.161 | 0.059 | 0.201 | 0.000 | 1.000 | 0.000 | 0.000 | 0.289 | 0.000 | 0.000 | 0.285 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.104 | 0.000 | 0.000 | 0.119 | 0.147 | 0.018 | 0.093 | 0.000 | 0.000 | 0.103 | 0.056 | 0.037 | 0.000 | 0.053 | 0.000 | 0.169 | 0.062 | 0.000 | 0.165 | 0.052 | 0.007 | 0.000 | 0.040 | 0.179 | 0.000 | 0.119 | 0.014 | 0.000 | 0.000 | 0.038 | 0.012 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.174 |
| Company_Fujitsu | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Company_Google | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.181 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.000 | 0.062 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.182 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 |
| Company_HP | 0.150 | 0.053 | 0.188 | 0.000 | 0.289 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.267 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.045 | 0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.073 | 0.113 | 0.153 | 0.090 | 0.040 | 0.000 | 0.000 | 0.000 | 0.055 | 0.147 | 0.075 | 0.000 | 0.000 | 0.110 | 0.000 | 0.043 | 0.057 | 0.000 | 0.159 | 0.032 | 0.142 | 0.029 | 0.040 | 0.146 | 0.014 | 0.085 | 0.000 | 0.130 | 0.134 |
| Company_Huawei | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.997 | 0.000 | 0.000 | 0.000 | 0.000 | 0.074 | 0.000 | 0.297 |
| Company_LG | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.198 |
| Company_Lenovo | 0.148 | 0.052 | 0.185 | 0.000 | 0.285 | 0.000 | 0.000 | 0.267 | 0.000 | 0.000 | 1.000 | 0.092 | 0.000 | 0.000 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.007 | 0.163 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.053 | 0.050 | 0.039 | 0.007 | 0.082 | 0.040 | 0.194 | 0.061 | 0.002 | 0.052 | 0.030 | 0.108 | 0.000 | 0.302 | 0.054 | 0.000 | 0.000 | 0.030 | 0.000 | 0.081 | 0.123 | 0.064 | 0.025 | 0.070 | 0.102 | 0.000 | 0.000 |
| Company_MSI | 0.039 | 0.000 | 0.058 | 0.000 | 0.102 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.092 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.261 | 0.055 | 0.092 | 0.205 | 0.000 | 0.017 | 0.214 | 0.295 | 0.418 | 0.207 | 0.000 | 0.066 | 0.154 | 0.000 | 0.300 | 0.239 | 0.171 | 0.000 | 0.000 | 0.007 | 0.000 | 0.007 | 0.082 | 0.000 | 0.000 | 0.000 | 0.250 | 0.111 | 0.044 | 0.461 | 0.000 | 0.223 | 0.067 | 0.000 | 0.321 |
| Company_Mediacom | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.238 | 0.000 | 0.025 | 0.041 | 0.000 | 0.000 | 0.051 | 0.022 | 0.000 | 0.054 | 0.000 | 0.000 | 0.043 | 0.000 | 0.096 | 0.046 | 0.077 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.124 |
| Company_Microsoft | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.000 | 0.341 | 0.000 | 0.050 | 0.000 | 0.128 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.114 | 0.781 | 0.000 | 0.000 | 0.000 | 0.394 | 0.000 | 0.000 | 0.000 | 0.049 | 0.135 | 0.000 | 0.084 |
| Company_Razer | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.031 | 0.068 | 0.000 | 0.000 | 0.000 | 0.050 | 0.000 | 0.106 | 0.018 | 0.149 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.137 | 0.021 | 0.000 | 0.079 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 |
| Company_Samsung | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.013 | 0.031 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.636 | 0.035 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.061 | 0.068 | 0.000 | 0.076 |
| Company_Toshiba | 0.040 | 0.000 | 0.059 | 0.000 | 0.104 | 0.000 | 0.000 | 0.096 | 0.000 | 0.000 | 0.094 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.010 | 0.163 | 0.000 | 0.083 | 0.000 | 0.000 | 0.019 | 0.133 | 0.077 | 0.084 | 0.139 | 0.000 | 0.067 | 0.000 | 0.000 | 0.122 | 0.157 | 0.028 | 0.000 | 0.000 | 0.010 | 0.000 | 0.010 | 0.068 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.074 | 0.000 | 0.066 | 0.039 | 0.000 | 0.163 |
| Company_Vero | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.181 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Company_Xiaomi | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Cpu_Family_Intel | 0.078 | 0.000 | 0.031 | 0.000 | 0.119 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.007 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 1.000 | 0.365 | 0.067 | 0.150 | 0.181 | 0.203 | 0.000 | 0.246 | 0.145 | 0.098 | 0.238 | 0.000 | 0.565 | 0.196 | 0.049 | 0.115 | 0.060 | 0.063 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.058 | 0.125 | 0.056 | 0.039 | 0.000 | 0.153 | 0.064 | 0.000 | 0.166 |
| Cpu_Frequency | 0.178 | 0.295 | 0.256 | 0.127 | 0.147 | 0.000 | 0.181 | 0.117 | 0.000 | 0.089 | 0.163 | 0.261 | 0.238 | 0.000 | 0.036 | 0.085 | 0.163 | 0.181 | 0.000 | 0.365 | 1.000 | 0.703 | 0.680 | 0.787 | 0.282 | 0.475 | 0.513 | 0.536 | 0.594 | 0.514 | 0.269 | 0.279 | 0.277 | 0.000 | 0.306 | 0.161 | 0.295 | 0.274 | 0.329 | 0.103 | 0.177 | 0.144 | 0.173 | 0.000 | 0.151 | 0.309 | 0.471 | 0.293 | 0.236 | 0.589 | 0.237 | 0.441 | 0.212 | 0.170 | 0.346 |
| Cpu_Series_i3 | 0.079 | 0.016 | 0.027 | 0.000 | 0.018 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.703 | 1.000 | 0.242 | 0.288 | 0.000 | 0.073 | 0.074 | 0.112 | 0.154 | 0.086 | 0.000 | 0.022 | 0.132 | 0.000 | 0.173 | 0.189 | 0.265 | 0.000 | 0.020 | 0.076 | 0.000 | 0.126 | 0.047 | 0.000 | 0.026 | 0.000 | 0.157 | 0.255 | 0.051 | 0.146 | 0.016 | 0.274 | 0.127 | 0.031 | 0.209 |
| Cpu_Series_i5 | 0.010 | 0.080 | 0.118 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.092 | 0.025 | 0.000 | 0.000 | 0.013 | 0.083 | 0.000 | 0.000 | 0.150 | 0.680 | 0.242 | 1.000 | 0.563 | 0.000 | 0.118 | 0.216 | 0.178 | 0.153 | 0.204 | 0.000 | 0.064 | 0.216 | 0.000 | 0.199 | 0.120 | 0.228 | 0.000 | 0.083 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.035 | 0.078 | 0.288 | 0.151 | 0.000 | 0.169 | 0.040 | 0.170 | 0.000 | 0.096 | 0.135 |
| Cpu_Series_i7 | 0.134 | 0.044 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.205 | 0.041 | 0.000 | 0.055 | 0.031 | 0.000 | 0.000 | 0.000 | 0.181 | 0.787 | 0.288 | 0.563 | 1.000 | 0.000 | 0.172 | 0.324 | 0.436 | 0.409 | 0.329 | 0.000 | 0.115 | 0.185 | 0.000 | 0.237 | 0.231 | 0.436 | 0.000 | 0.086 | 0.023 | 0.000 | 0.063 | 0.102 | 0.000 | 0.000 | 0.021 | 0.511 | 0.441 | 0.030 | 0.387 | 0.082 | 0.448 | 0.159 | 0.137 | 0.291 |
| Cpu_Series_ryzen 1 | 0.000 | 0.000 | 0.121 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.203 | 0.282 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.026 | 0.000 | 0.110 | 0.000 | 0.000 | 0.117 | 0.058 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.000 | 0.032 | 0.000 | 0.000 | 0.371 |
| Flash_Storage | 0.103 | 0.193 | 0.009 | 0.055 | 0.103 | 0.000 | 0.000 | 0.041 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.055 | 0.000 | 0.000 | 0.475 | 0.073 | 0.118 | 0.172 | 0.000 | 1.000 | 0.195 | 0.144 | 0.104 | 0.193 | 0.000 | 0.070 | 0.352 | 0.000 | 0.559 | 0.203 | 0.310 | 0.138 | 0.496 | 0.031 | 0.303 | 0.031 | 0.184 | 0.000 | 0.009 | 0.000 | 0.075 | 0.260 | 0.072 | 0.093 | 0.264 | 0.040 | 0.000 | 0.000 | 0.307 |
| Gpu_Brand_Intel | 0.000 | 0.078 | 0.107 | 0.000 | 0.056 | 0.000 | 0.000 | 0.073 | 0.000 | 0.000 | 0.029 | 0.214 | 0.051 | 0.029 | 0.000 | 0.000 | 0.133 | 0.000 | 0.000 | 0.246 | 0.513 | 0.074 | 0.216 | 0.324 | 0.029 | 0.195 | 1.000 | 0.731 | 0.518 | 0.967 | 0.095 | 0.437 | 0.214 | 0.029 | 0.606 | 0.471 | 0.108 | 0.000 | 0.117 | 0.000 | 0.051 | 0.000 | 0.074 | 0.000 | 0.024 | 0.038 | 0.294 | 0.307 | 0.216 | 0.469 | 0.113 | 0.028 | 0.260 | 0.147 | 0.607 |
| Gpu_Brand_NVIDIA | 0.000 | 0.077 | 0.168 | 0.000 | 0.037 | 0.000 | 0.000 | 0.113 | 0.000 | 0.000 | 0.000 | 0.295 | 0.022 | 0.000 | 0.031 | 0.006 | 0.077 | 0.000 | 0.030 | 0.145 | 0.536 | 0.112 | 0.178 | 0.436 | 0.000 | 0.144 | 0.731 | 1.000 | 0.707 | 0.709 | 0.062 | 0.264 | 0.040 | 0.000 | 0.509 | 0.414 | 0.177 | 0.000 | 0.080 | 0.052 | 0.022 | 0.032 | 0.093 | 0.006 | 0.000 | 0.054 | 0.397 | 0.357 | 0.148 | 0.615 | 0.077 | 0.262 | 0.178 | 0.178 | 0.556 |
| Gpu_Family_gtx | 0.014 | 0.044 | 0.190 | 0.000 | 0.000 | 0.000 | 0.000 | 0.153 | 0.000 | 0.000 | 0.053 | 0.418 | 0.000 | 0.000 | 0.068 | 0.000 | 0.084 | 0.000 | 0.000 | 0.098 | 0.594 | 0.154 | 0.153 | 0.409 | 0.000 | 0.104 | 0.518 | 0.707 | 1.000 | 0.502 | 0.031 | 0.184 | 0.339 | 0.000 | 0.439 | 0.453 | 0.235 | 0.000 | 0.047 | 0.000 | 0.000 | 0.000 | 0.114 | 0.000 | 0.078 | 0.022 | 0.463 | 0.301 | 0.123 | 0.872 | 0.044 | 0.396 | 0.170 | 0.057 | 0.588 |
| Gpu_Family_hd graphics | 0.000 | 0.000 | 0.095 | 0.000 | 0.053 | 0.000 | 0.000 | 0.090 | 0.000 | 0.000 | 0.050 | 0.207 | 0.054 | 0.000 | 0.000 | 0.000 | 0.139 | 0.000 | 0.000 | 0.238 | 0.514 | 0.086 | 0.204 | 0.329 | 0.026 | 0.193 | 0.967 | 0.709 | 0.502 | 1.000 | 0.114 | 0.423 | 0.193 | 0.024 | 0.569 | 0.447 | 0.105 | 0.000 | 0.121 | 0.000 | 0.013 | 0.000 | 0.021 | 0.009 | 0.033 | 0.033 | 0.296 | 0.290 | 0.225 | 0.455 | 0.117 | 0.071 | 0.183 | 0.142 | 0.568 |
| Gpu_Family_iris | 0.000 | 0.427 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.341 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.269 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.095 | 0.062 | 0.031 | 0.114 | 1.000 | 0.011 | 0.058 | 0.000 | 0.193 | 0.093 | 0.070 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.167 | 0.303 | 0.000 | 0.452 | 0.000 | 0.715 | 0.000 | 0.021 | 0.000 | 0.124 | 0.280 | 0.000 | 0.188 |
| Gpu_Family_radeon | 0.000 | 0.000 | 0.046 | 0.000 | 0.169 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.067 | 0.000 | 0.000 | 0.565 | 0.279 | 0.022 | 0.064 | 0.115 | 0.110 | 0.070 | 0.437 | 0.264 | 0.184 | 0.423 | 0.011 | 1.000 | 0.351 | 0.033 | 0.259 | 0.142 | 0.125 | 0.000 | 0.031 | 0.112 | 0.000 | 0.000 | 0.000 | 0.000 | 0.041 | 0.000 | 0.065 | 0.135 | 0.095 | 0.130 | 0.029 | 0.283 | 0.119 | 0.041 | 0.261 |
| Gpu_Model | 0.072 | 0.536 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.082 | 0.154 | 0.043 | 0.050 | 0.050 | 0.000 | 0.000 | 0.000 | 0.000 | 0.196 | 0.277 | 0.132 | 0.216 | 0.185 | 0.000 | 0.352 | 0.214 | 0.040 | 0.339 | 0.193 | 0.058 | 0.351 | 1.000 | 0.000 | -0.045 | 0.045 | 0.265 | 0.000 | 0.093 | 0.073 | 0.733 | 0.098 | 0.270 | 0.000 | 0.161 | 0.137 | 0.330 | 0.241 | 0.038 | 0.343 | 0.068 | 0.309 | 0.202 | 0.111 | 0.001 |
| Hybrid | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.049 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.000 | 0.000 | 0.024 | 0.000 | 0.033 | 0.000 | 1.000 | 0.000 | 0.063 | 0.066 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.000 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 |
| Inches | 0.171 | 0.220 | 0.151 | 0.146 | 0.165 | 0.000 | 0.146 | 0.055 | 0.080 | 0.000 | 0.194 | 0.300 | 0.096 | 0.128 | 0.106 | 0.636 | 0.122 | 0.000 | 0.000 | 0.115 | 0.306 | 0.173 | 0.199 | 0.237 | 0.117 | 0.559 | 0.606 | 0.509 | 0.439 | 0.569 | 0.193 | 0.259 | -0.045 | 0.000 | 1.000 | 0.572 | -0.161 | 0.811 | 0.451 | 0.151 | 0.139 | 0.118 | 0.188 | 0.151 | 0.193 | 0.175 | 0.142 | -0.109 | 0.395 | 0.461 | 0.681 | 0.458 | 0.527 | 0.064 | 0.873 |
| Memory_HDD | 0.061 | 0.111 | 0.145 | 0.000 | 0.052 | 0.000 | 0.000 | 0.147 | 0.000 | 0.000 | 0.061 | 0.239 | 0.046 | 0.018 | 0.018 | 0.035 | 0.157 | 0.000 | 0.000 | 0.060 | 0.161 | 0.189 | 0.120 | 0.231 | 0.058 | 0.203 | 0.471 | 0.414 | 0.453 | 0.447 | 0.093 | 0.142 | 0.045 | 0.063 | 0.572 | 1.000 | -0.518 | 0.000 | 0.115 | 0.138 | 0.046 | 0.145 | 0.039 | 0.035 | 0.119 | 0.082 | 0.039 | -0.186 | 0.216 | 0.452 | 0.111 | 0.273 | 0.346 | 0.043 | 0.594 |
| Memory_SSD | 0.170 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.062 | 0.075 | 0.000 | 0.062 | 0.002 | 0.171 | 0.077 | 0.000 | 0.149 | 0.000 | 0.028 | 0.000 | 0.000 | 0.063 | 0.295 | 0.265 | 0.228 | 0.436 | 0.000 | 0.310 | 0.108 | 0.177 | 0.235 | 0.105 | 0.070 | 0.125 | 0.265 | 0.066 | -0.161 | -0.518 | 1.000 | 0.000 | 0.154 | 0.155 | 0.077 | 0.135 | 0.206 | 0.000 | 0.064 | 0.073 | 0.601 | 0.566 | 0.172 | 0.226 | 0.063 | 0.419 | 0.344 | 0.065 | -0.186 |
| OpSys_Android | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.274 | 0.000 | 0.000 | 0.000 | 0.000 | 0.138 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.811 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.060 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.297 |
| OpSys_Chrome OS | 0.197 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.110 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.329 | 0.020 | 0.083 | 0.086 | 0.000 | 0.496 | 0.117 | 0.080 | 0.047 | 0.121 | 0.000 | 0.031 | 0.093 | 0.000 | 0.451 | 0.115 | 0.154 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.288 | 0.000 | 0.000 | 0.000 | 0.000 | 0.134 | 0.070 | 0.038 | 0.299 | 0.048 | 0.000 | 0.000 | 0.181 |
| OpSys_Linux | 0.135 | 0.000 | 0.000 | 0.000 | 0.179 | 0.000 | 0.000 | 0.110 | 0.000 | 0.000 | 0.108 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.025 | 0.103 | 0.076 | 0.000 | 0.023 | 0.000 | 0.031 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.112 | 0.073 | 0.000 | 0.151 | 0.138 | 0.155 | 0.000 | 0.000 | 1.000 | 0.000 | 0.025 | 0.479 | 0.000 | 0.000 | 0.000 | 0.052 | 0.123 | 0.056 | 0.039 | 0.000 | 0.143 | 0.048 | 0.000 | 0.161 |
| OpSys_Mac OS X | 0.000 | 0.540 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.177 | 0.000 | 0.000 | 0.000 | 0.000 | 0.303 | 0.051 | 0.022 | 0.000 | 0.013 | 0.034 | 0.000 | 0.733 | 0.000 | 0.139 | 0.046 | 0.077 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.151 | 0.000 | 0.000 | 0.000 | 0.000 | 0.249 | 0.000 | 0.000 | 0.000 | 0.072 | 0.177 | 0.000 | 0.251 |
| OpSys_No OS | 0.051 | 0.000 | 0.000 | 0.000 | 0.119 | 0.000 | 0.000 | 0.043 | 0.000 | 0.000 | 0.302 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.146 | 0.000 | 0.144 | 0.126 | 0.000 | 0.063 | 0.000 | 0.031 | 0.000 | 0.032 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.000 | 0.118 | 0.145 | 0.135 | 0.000 | 0.000 | 0.025 | 0.000 | 1.000 | 0.479 | 0.000 | 0.000 | 0.000 | 0.045 | 0.043 | 0.056 | 0.000 | 0.000 | 0.132 | 0.064 | 0.000 | 0.124 |
| OpSys_Windows 10 | 0.059 | 0.279 | 0.023 | 0.000 | 0.014 | 0.000 | 0.000 | 0.057 | 0.000 | 0.000 | 0.054 | 0.082 | 0.000 | 0.114 | 0.000 | 0.000 | 0.068 | 0.000 | 0.060 | 0.069 | 0.173 | 0.047 | 0.000 | 0.102 | 0.000 | 0.184 | 0.074 | 0.093 | 0.114 | 0.021 | 0.167 | 0.000 | 0.270 | 0.000 | 0.188 | 0.039 | 0.206 | 0.060 | 0.288 | 0.479 | 0.151 | 0.479 | 1.000 | 0.134 | 0.401 | 0.218 | 0.116 | 0.287 | 0.059 | 0.134 | 0.063 | 0.009 | 0.080 | 0.055 | 0.087 |
| OpSys_Windows 10 S | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.781 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.009 | 0.303 | 0.000 | 0.000 | 0.000 | 0.151 | 0.035 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.134 | 1.000 | 0.000 | 0.000 | 0.000 | 0.349 | 0.000 | 0.000 | 0.000 | 0.022 | 0.114 | 0.000 | 0.057 |
| OpSys_Windows 7 | 0.034 | 0.000 | 0.053 | 0.000 | 0.000 | 0.000 | 0.000 | 0.159 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.151 | 0.026 | 0.035 | 0.000 | 0.000 | 0.009 | 0.024 | 0.000 | 0.078 | 0.033 | 0.000 | 0.041 | 0.161 | 0.069 | 0.193 | 0.119 | 0.064 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.401 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.068 | 0.000 | 0.052 | 0.073 | 0.255 | 0.000 |
| OpSys_macOS | 0.000 | 0.764 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.032 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.309 | 0.000 | 0.078 | 0.021 | 0.000 | 0.000 | 0.038 | 0.054 | 0.022 | 0.033 | 0.452 | 0.000 | 0.137 | 0.000 | 0.175 | 0.082 | 0.073 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.218 | 0.000 | 0.000 | 1.000 | 0.000 | 0.800 | 0.000 | 0.007 | 0.000 | 0.111 | 0.255 | 0.000 | 0.152 |
| Ram | 0.079 | 0.000 | 0.133 | 0.000 | 0.012 | 0.000 | 0.024 | 0.142 | 0.000 | 0.000 | 0.000 | 0.250 | 0.000 | 0.000 | 0.137 | 0.000 | 0.000 | 0.000 | 0.000 | 0.058 | 0.471 | 0.157 | 0.288 | 0.511 | 0.000 | 0.075 | 0.294 | 0.397 | 0.463 | 0.296 | 0.000 | 0.065 | 0.330 | 0.000 | 0.142 | 0.039 | 0.601 | 0.000 | 0.000 | 0.052 | 0.000 | 0.045 | 0.116 | 0.000 | 0.000 | 0.000 | 1.000 | 0.564 | 0.000 | 0.476 | 0.000 | 0.375 | 0.000 | 0.017 | 0.181 |
| Resolution | 0.168 | 0.716 | 0.027 | 0.492 | 0.149 | 0.000 | 0.182 | 0.029 | 0.997 | 0.000 | 0.081 | 0.111 | 0.000 | 0.394 | 0.021 | 0.000 | 0.000 | 0.000 | 0.000 | 0.125 | 0.293 | 0.255 | 0.151 | 0.441 | 0.000 | 0.260 | 0.307 | 0.357 | 0.301 | 0.290 | 0.715 | 0.135 | 0.241 | 0.000 | -0.109 | -0.186 | 0.566 | 0.000 | 0.134 | 0.123 | 0.249 | 0.043 | 0.287 | 0.349 | 0.000 | 0.800 | 0.564 | 1.000 | 0.177 | 0.279 | 0.172 | 0.424 | 0.415 | 0.104 | -0.105 |
| TypeName_2 in 1 Convertible | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.000 | 0.123 | 0.044 | 0.000 | 0.000 | 0.000 | 0.000 | 0.045 | 0.000 | 0.000 | 0.056 | 0.236 | 0.051 | 0.000 | 0.030 | 0.000 | 0.072 | 0.216 | 0.148 | 0.123 | 0.225 | 0.000 | 0.095 | 0.038 | 0.000 | 0.395 | 0.216 | 0.172 | 0.101 | 0.070 | 0.056 | 0.000 | 0.056 | 0.059 | 0.000 | 0.000 | 0.000 | 0.000 | 0.177 | 1.000 | 0.128 | 0.000 | 0.358 | 0.120 | 0.018 | 0.285 |
| TypeName_Gaming | 0.074 | 0.035 | 0.194 | 0.000 | 0.000 | 0.000 | 0.000 | 0.146 | 0.000 | 0.000 | 0.064 | 0.461 | 0.000 | 0.000 | 0.079 | 0.000 | 0.074 | 0.000 | 0.000 | 0.039 | 0.589 | 0.146 | 0.169 | 0.387 | 0.102 | 0.093 | 0.469 | 0.615 | 0.872 | 0.455 | 0.021 | 0.130 | 0.343 | 0.023 | 0.461 | 0.452 | 0.226 | 0.000 | 0.038 | 0.039 | 0.000 | 0.000 | 0.134 | 0.000 | 0.068 | 0.007 | 0.476 | 0.279 | 0.128 | 1.000 | 0.035 | 0.488 | 0.168 | 0.048 | 0.627 |
| TypeName_Netbook | 0.084 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.000 | 0.025 | 0.000 | 0.000 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.000 | 0.237 | 0.016 | 0.040 | 0.082 | 0.000 | 0.264 | 0.113 | 0.077 | 0.044 | 0.117 | 0.000 | 0.029 | 0.068 | 0.000 | 0.681 | 0.111 | 0.063 | 0.000 | 0.299 | 0.000 | 0.000 | 0.000 | 0.063 | 0.000 | 0.000 | 0.000 | 0.000 | 0.172 | 0.000 | 0.035 | 1.000 | 0.145 | 0.030 | 0.000 | 0.173 |
| TypeName_Notebook | 0.111 | 0.145 | 0.102 | 0.000 | 0.000 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.070 | 0.223 | 0.000 | 0.049 | 0.049 | 0.061 | 0.066 | 0.000 | 0.000 | 0.153 | 0.441 | 0.274 | 0.170 | 0.448 | 0.032 | 0.040 | 0.028 | 0.262 | 0.396 | 0.071 | 0.124 | 0.283 | 0.309 | 0.000 | 0.458 | 0.273 | 0.419 | 0.000 | 0.048 | 0.143 | 0.072 | 0.132 | 0.009 | 0.022 | 0.052 | 0.111 | 0.375 | 0.424 | 0.358 | 0.488 | 0.145 | 1.000 | 0.461 | 0.169 | 0.532 |
| TypeName_Ultrabook | 0.064 | 0.325 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.074 | 0.007 | 0.102 | 0.067 | 0.000 | 0.135 | 0.000 | 0.068 | 0.039 | 0.000 | 0.000 | 0.064 | 0.212 | 0.127 | 0.000 | 0.159 | 0.000 | 0.000 | 0.260 | 0.178 | 0.170 | 0.183 | 0.280 | 0.119 | 0.202 | 0.000 | 0.527 | 0.346 | 0.344 | 0.000 | 0.000 | 0.048 | 0.177 | 0.064 | 0.080 | 0.114 | 0.073 | 0.255 | 0.000 | 0.415 | 0.120 | 0.168 | 0.030 | 0.461 | 1.000 | 0.043 | 0.550 |
| TypeName_Workstation | 0.010 | 0.000 | 0.034 | 0.000 | 0.000 | 0.000 | 0.000 | 0.130 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.170 | 0.031 | 0.096 | 0.137 | 0.000 | 0.000 | 0.147 | 0.178 | 0.057 | 0.142 | 0.000 | 0.041 | 0.111 | 0.000 | 0.064 | 0.043 | 0.065 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.255 | 0.000 | 0.017 | 0.104 | 0.018 | 0.048 | 0.000 | 0.169 | 0.043 | 1.000 | 0.117 |
| Weight | 0.089 | 0.272 | 0.141 | 0.000 | 0.174 | 0.000 | 0.000 | 0.134 | 0.297 | 0.198 | 0.000 | 0.321 | 0.124 | 0.084 | 0.000 | 0.076 | 0.163 | 0.000 | 0.000 | 0.166 | 0.346 | 0.209 | 0.135 | 0.291 | 0.371 | 0.307 | 0.607 | 0.556 | 0.588 | 0.568 | 0.188 | 0.261 | 0.001 | 0.060 | 0.873 | 0.594 | -0.186 | 0.297 | 0.181 | 0.161 | 0.251 | 0.124 | 0.087 | 0.057 | 0.000 | 0.152 | 0.181 | -0.105 | 0.285 | 0.627 | 0.173 | 0.532 | 0.550 | 0.117 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| Inches | Ram | Weight | Resolution | Memory_SSD | Memory_HDD | Flash_Storage | Hybrid | Cpu_Cores | Cpu_Frequency | Gpu_Model | Cpu_Family_Intel | Cpu_Series_i3 | Cpu_Series_i5 | Cpu_Series_i7 | Cpu_Series_ryzen 1 | Gpu_Brand_Intel | Gpu_Brand_NVIDIA | Gpu_Family_gtx | Gpu_Family_hd graphics | Gpu_Family_iris | Gpu_Family_radeon | Company_Acer | Company_Apple | Company_Asus | Company_Chuwi | Company_Dell | Company_Fujitsu | Company_Google | Company_HP | Company_Huawei | Company_LG | Company_Lenovo | Company_MSI | Company_Mediacom | Company_Microsoft | Company_Razer | Company_Samsung | Company_Toshiba | Company_Vero | Company_Xiaomi | TypeName_2 in 1 Convertible | TypeName_Gaming | TypeName_Netbook | TypeName_Notebook | TypeName_Ultrabook | TypeName_Workstation | OpSys_Android | OpSys_Chrome OS | OpSys_Linux | OpSys_Mac OS X | OpSys_No OS | OpSys_Windows 10 | OpSys_Windows 10 S | OpSys_Windows 7 | OpSys_macOS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 12.5 | 4 | 1.20 | 2073600.0 | 0 | 0 | 1 | 0 | 0 | 0.9 | 515 | True | False | False | False | False | True | False | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False |
| 1 | 17.3 | 8 | 3.20 | 2073600.0 | 256 | 1024 | 0 | 0 | 0 | 3.2 | 580 | False | False | False | False | True | False | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 2 | 15.6 | 4 | 1.85 | 2073600.0 | 0 | 1024 | 0 | 0 | 0 | 2.7 | 620 | True | False | False | True | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 3 | 13.3 | 16 | 1.29 | 5760000.0 | 512 | 0 | 0 | 0 | 0 | 2.5 | 640 | True | False | False | True | False | True | False | False | False | True | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | True | False | False | False |
| 4 | 15.6 | 4 | 2.32 | 2073600.0 | 0 | 0 | 0 | 1 | 0 | 2.5 | 520 | True | False | False | True | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False |
| 5 | 13.3 | 4 | 1.20 | 2073600.0 | 32 | 0 | 0 | 0 | 0 | 1.1 | 500 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 6 | 15.6 | 4 | 2.20 | 2073600.0 | 0 | 500 | 0 | 0 | 0 | 1.1 | 505 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 7 | 15.6 | 16 | 2.65 | 2073600.0 | 256 | 1024 | 0 | 0 | 0 | 2.8 | 1060 | True | False | False | True | False | False | True | True | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 8 | 14.0 | 8 | 1.70 | 3686400.0 | 512 | 0 | 0 | 0 | 0 | 2.8 | 0 | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | True | False | False | False |
| 9 | 17.3 | 16 | 4.42 | 3686400.0 | 256 | 1024 | 0 | 0 | 0 | 2.9 | 1070 | True | False | False | True | False | False | True | True | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False |
| Inches | Ram | Weight | Resolution | Memory_SSD | Memory_HDD | Flash_Storage | Hybrid | Cpu_Cores | Cpu_Frequency | Gpu_Model | Cpu_Family_Intel | Cpu_Series_i3 | Cpu_Series_i5 | Cpu_Series_i7 | Cpu_Series_ryzen 1 | Gpu_Brand_Intel | Gpu_Brand_NVIDIA | Gpu_Family_gtx | Gpu_Family_hd graphics | Gpu_Family_iris | Gpu_Family_radeon | Company_Acer | Company_Apple | Company_Asus | Company_Chuwi | Company_Dell | Company_Fujitsu | Company_Google | Company_HP | Company_Huawei | Company_LG | Company_Lenovo | Company_MSI | Company_Mediacom | Company_Microsoft | Company_Razer | Company_Samsung | Company_Toshiba | Company_Vero | Company_Xiaomi | TypeName_2 in 1 Convertible | TypeName_Gaming | TypeName_Netbook | TypeName_Notebook | TypeName_Ultrabook | TypeName_Workstation | OpSys_Android | OpSys_Chrome OS | OpSys_Linux | OpSys_Mac OS X | OpSys_No OS | OpSys_Windows 10 | OpSys_Windows 10 S | OpSys_Windows 7 | OpSys_macOS | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 902 | 15.6 | 4 | 2.10 | 2073600.0 | 0 | 500 | 0 | 0 | 0 | 2.0 | 520 | True | True | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | True | False | False | False | False |
| 903 | 14.0 | 8 | 1.70 | 2073600.0 | 256 | 0 | 0 | 0 | 0 | 2.3 | 520 | True | False | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 904 | 13.3 | 8 | 1.60 | 2073600.0 | 256 | 0 | 0 | 0 | 0 | 2.3 | 520 | True | False | True | False | False | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 905 | 15.6 | 8 | 2.00 | 2073600.0 | 256 | 1024 | 0 | 0 | 0 | 2.7 | 620 | True | False | False | True | False | True | False | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 906 | 15.6 | 8 | 2.30 | 2073600.0 | 256 | 0 | 0 | 0 | 0 | 2.5 | 620 | True | False | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 907 | 15.6 | 4 | 2.18 | 1049088.0 | 0 | 1024 | 0 | 0 | 0 | 2.5 | 0 | True | False | True | False | False | False | False | False | False | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 908 | 15.6 | 6 | 2.40 | 2073600.0 | 0 | 1024 | 0 | 0 | 0 | 2.4 | 430 | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 909 | 15.6 | 8 | 2.20 | 2073600.0 | 128 | 1024 | 0 | 0 | 0 | 2.5 | 1050 | True | False | True | False | False | False | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False |
| 910 | 15.6 | 4 | 2.19 | 1049088.0 | 0 | 500 | 0 | 0 | 0 | 2.0 | 0 | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False |
| 911 | 15.6 | 8 | 2.50 | 2073600.0 | 128 | 1024 | 0 | 0 | 0 | 2.8 | 1060 | True | False | False | True | False | False | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False |
Duplicate rows
Most frequently occurring
| Inches | Ram | Weight | Resolution | Memory_SSD | Memory_HDD | Flash_Storage | Hybrid | Cpu_Cores | Cpu_Frequency | Gpu_Model | Cpu_Family_Intel | Cpu_Series_i3 | Cpu_Series_i5 | Cpu_Series_i7 | Cpu_Series_ryzen 1 | Gpu_Brand_Intel | Gpu_Brand_NVIDIA | Gpu_Family_gtx | Gpu_Family_hd graphics | Gpu_Family_iris | Gpu_Family_radeon | Company_Acer | Company_Apple | Company_Asus | Company_Chuwi | Company_Dell | Company_Fujitsu | Company_Google | Company_HP | Company_Huawei | Company_LG | Company_Lenovo | Company_MSI | Company_Mediacom | Company_Microsoft | Company_Razer | Company_Samsung | Company_Toshiba | Company_Vero | Company_Xiaomi | TypeName_2 in 1 Convertible | TypeName_Gaming | TypeName_Netbook | TypeName_Notebook | TypeName_Ultrabook | TypeName_Workstation | OpSys_Android | OpSys_Chrome OS | OpSys_Linux | OpSys_Mac OS X | OpSys_No OS | OpSys_Windows 10 | OpSys_Windows 10 S | OpSys_Windows 7 | OpSys_macOS | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 24 | 15.6 | 6 | 2.30 | 1049088.0 | 0 | 1024 | 0 | 0 | 0 | 2.40 | 620 | True | True | False | False | False | True | False | False | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False | 4 |
| 13 | 14.0 | 4 | 1.80 | 2073600.0 | 128 | 0 | 0 | 0 | 0 | 2.50 | 520 | True | False | False | True | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | True | False | False | False | 3 |
| 19 | 15.6 | 4 | 2.20 | 1049088.0 | 0 | 500 | 0 | 0 | 0 | 1.60 | 0 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | True | False | False | False | False | False | False | 3 |
| 22 | 15.6 | 6 | 2.19 | 1049088.0 | 0 | 1024 | 0 | 0 | 0 | 2.50 | 0 | True | False | False | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False | 3 |
| 29 | 15.6 | 8 | 2.20 | 2073600.0 | 128 | 1024 | 0 | 0 | 0 | 2.80 | 1050 | True | False | False | True | False | False | True | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | 3 |
| 32 | 15.6 | 8 | 2.30 | 1049088.0 | 0 | 1024 | 0 | 0 | 0 | 2.70 | 0 | True | False | False | True | False | False | False | False | False | False | True | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | True | False | False | False | False | False | False | 3 |
| 0 | 10.1 | 4 | 0.69 | 2304000.0 | 0 | 0 | 1 | 0 | 0 | 1.44 | 400 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | False | False | True | False | False | False | False | False | False | False | False | 2 |
| 1 | 11.6 | 2 | 1.17 | 1049088.0 | 0 | 0 | 1 | 0 | 0 | 1.60 | 400 | True | False | False | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | False | False | True | False | False | False | 2 |
| 2 | 11.6 | 4 | 1.25 | 1049088.0 | 0 | 0 | 1 | 0 | 0 | 1.60 | 400 | True | False | False | False | False | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | False | True | False | False | False | False | False | False | False | 2 |
| 3 | 13.3 | 8 | 1.05 | 2073600.0 | 256 | 0 | 0 | 0 | 0 | 2.50 | 620 | True | False | True | False | False | True | False | False | True | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | False | True | False | False | False | False | False | True | False | False | False | False | False | False | False | True | False | False | False | 2 |